Fairspire Fairspire Review · bias & decision review, one-off or quarterly

Find the bias your decisions don't show you.

Hiring, promotions, loan approvals, complaint handling, tenant screening: if a system or a scoring tool helps decide what happens to people, we check whether it treats some groups worse than others. One-off or every quarter, at a fixed price, and without you sending us anyone's personal data.

Fixed price, report in 7 business days No integration, no code on your side Aggregate data only
EXAMPLE · SYNTHETIC APPLICANTS · NOT A REAL LENDER
USEFUL FOR NYC Local Law 144 Illinois HB 3773 California ADS rules Title VII ECOA and fair lending Fair Housing Act
Where it applies

Any decision about people, made or helped by a system.

You don't need an AI team or a new platform. If you can export the decisions, we can review them.

HIRING

Who moves forward

Résumé screeners, assessments, AI interviews and ranking tools. Including the figures NYC Local Law 144 asks for.

YOUR WORKFORCE

Who gets ahead

Promotions, performance ratings, bonuses and terminations, for the people you already employ.

LENDING & CREDIT

Who gets approved

Loan approvals, credit limits and pricing, for fintechs, credit unions and small lenders.

COMPLAINTS & CLAIMS

Who gets heard

Which complaints are escalated, which claims are paid, and how long each group waits.

HOUSING

Who gets the keys

Tenant screening scores and application decisions, for property managers and screening providers.

Discrimination by proxy

"We don't collect race." Your model might not need it.

A system can learn race and ethnicity from data that looks neutral. Leaving the column out does not take the bias out.

THE PROBLEM

Proxies hide in ordinary data

  • Fields that look neutral can stand in for race or ethnicity
  • A model trained on past decisions repeats their bias
  • Nobody sees it, because the race column was never there
WHAT YOU GET

The gap, even without a race column

  • Whether some groups are approved or selected less, and by how much
  • Group-level results only, ready to share with counsel or a regulator
  • No individual is labeled, and the estimate is never used to decide about anyone

In the example above, every applicant group had the same credit scores and incomes. The model only penalized a field that looked neutral. With no race column at all, the check shows Black applicants approved at 0.78 of the rate of White applicants.

Two ways to use it

Once, or every quarter. No software license.

Two prices. Nothing else to add.
Several systems or departments? Ask us for a quote.

ONE-OFF

A single review

$1,950 / system or department

When you need an answer now: before a launch, a renewal, an audit or a board meeting.

  • Selection or approval rates and impact ratios by group
  • Proxy bias check if you don't collect race or ethnicity
  • For hiring tools, the Local Law 144 tables and what your public summary still needs, ready for your independent auditor
  • Audit-ready documentation: a methodology note, a draft public summary and a draft candidate notice for your counsel to review
  • PDF report with findings and recommendations, plus CSV, and a one-page summary for leadership
  • A free re-check within 60 days, after you make changes
Buy a review →
ANNUAL PLAN

A review every quarter

$5,800 / year, per system or department

When decisions keep changing: new models, new policies, new volumes.

  • Four full reviews a year, one each quarter, with your latest data and everything in the one-off
  • Documentation kept up to date every quarter, ready for an audit or a complaint
  • What changed since the last one: what improved, what drifted
  • An early warning before a small gap becomes a pattern
  • One payment for the year
Start the annual plan →
How it works

Four steps to your report.

01

Buy the review

One-off or quarterly, paid before we start.

02

Share aggregates

Send us totals per group, or run Fairspire on your own computer and send us its results.

03

We review

Rates, ratios, proxy checks and the reasons behind the numbers.

04

You decide

A report your leadership, legal team and auditor can read, with what to fix first.

Request a review

Start with one decision you'd like to be sure about.

Tell us what the system decides. We reply with the next steps.

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